{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f8e8f1c8-44e8-461d-9a12-13e714448fa1",
   "metadata": {},
   "source": [
    "# RFP Response Generation Workflow\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/run-llama/llama_cloud_services/blob/main/examples/parse/report_generation/rfp_response/generate_rfp.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
    "\n",
    "This notebook shows you how to build a workflow to generate a response to an RFP. \n",
    "\n",
    "In this scenario, we assume that you are Microsoft, and you are responding to the [JEDI Cloud RFP](https://imlive.s3.amazonaws.com/Federal%20Government/ID151830346965529215587195222610265670631/HQ0034-18-R-0077.pdf) put out by the federal government. The government is using the submitted responses to decide the best vendor for their needs.\n",
    "\n",
    "Status:\n",
    "| Last Executed | Version | State      |\n",
    "|---------------|---------|------------|\n",
    "| Aug-20-2025   | 0.6.61  | Maintained |\n",
    "\n",
    "![generate_rfp_img](generate_rfp_img.png)\n",
    "\n",
    "We index a set of relevant documents that Microsoft has - including its annual report, wikipedia page on Microsoft Azure, a slide deck on the government cloud and cybersecurity capabilities. We then help you build an agentic workflow that can ingest an RFP, and generate a response for it in \n",
    "a way that adheres to its guidelines.\n",
    "\n",
    "We use LlamaParse to parse the context documents as well as the RFP document itself."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a663116e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install llama-cloud-services \"llama-index>=0.13.0<0.14.0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe99227a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"LLAMA_CLOUD_API_KEY\"] = \"llx-...\"\n",
    "os.environ[\"OPENAI_API_KEY\"] = \"sk-...\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc7137b3-5b37-4e52-bc46-b994693d2664",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "We download the [JEDI RFP template](https://imlive.s3.amazonaws.com/Federal%20Government/ID151830346965529215587195222610265670631/HQ0034-18-R-0077.pdf).\n",
    "\n",
    "We also download the context documents for Microsoft:\n",
    "1. Microsoft 2024 10-K \n",
    "2. Azure Wikipedia page\n",
    "3. A slide deck on Microsoft Azure Government\n",
    "4. Microsoft Digital Defense Report "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9f83be5",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir -p data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1310efa-1422-4214-b0bf-41b6e163fac3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# download JEDI Cloud RFP Template\n",
    "!wget \"https://imlive.s3.amazonaws.com/Federal%20Government/ID151830346965529215587195222610265670631/HQ0034-18-R-0077.pdf\" -O data/jedi_cloud_rfp.pdf\n",
    "# microsoft annual report\n",
    "!wget \"https://www.dropbox.com/scl/fi/4v5dx8dc9yqc8k0yw5g4h/msft_10k_2024.pdf?rlkey=jdyfrsoyb18ztlq5msunmibns&st=9w6bdyvn&dl=1\" -O data/msft_10k_2024.pdf\n",
    "# !wget \"https://microsoft.gcs-web.com/static-files/1c864583-06f7-40cc-a94d-d11400c83cc8\" -O data/msft_10k_2024.pdf\n",
    "\n",
    "# azure wikipedia page\n",
    "!wget \"https://www.dropbox.com/scl/fi/7waur8ravmve3fe8nej0k/azure_wiki.pdf?rlkey=icru2w64oylx1p76ftt6y9irv&st=fr87vxob&dl=1\" -O data/azure_wiki.pdf\n",
    "# azure government slide deck\n",
    "!wget \"https://cdn.ymaws.com/flclerks.site-ym.com/resource/resmgr/2017_Fall_Conf/Presentations/2018-10-12_FCCC_Microsoft_Az.pdf\" -O data/azure_gov.pdf\n",
    "# microsoft cybersecurity capabilities\n",
    "!wget \"https://www.dropbox.com/scl/fi/qh00xz29rlom4md8ce675/microsoft_ddr.pdf?rlkey=d868nbnsu1ng41y1chw69y64b&st=24iqemb1&dl=1\" -O data/msft_ddr.pdf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d28f1ce-9618-47a2-9fc9-0502a382d841",
   "metadata": {},
   "source": [
    "We then parse the context documents with LlamaParse - we use multimodal mode in order to extract text from visual data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5cddd64-b886-4b0a-b010-2c0168b42147",
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_cloud_services import LlamaParse\n",
    "\n",
    "parser = LlamaParse(\n",
    "    parse_mode=\"parse_page_with_agent\",\n",
    "    model=\"openai-gpt-4-1-mini\",\n",
    "    high_res_ocr=True,\n",
    "    outlined_table_extraction=True,\n",
    "    output_tables_as_HTML=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f85d79c-8835-4684-9883-f6342ceb44b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "data_dir = \"data\"\n",
    "data_out_dir = \"data_out_rfp\"\n",
    "\n",
    "!mkdir -p {data_dir}\n",
    "!mkdir -p {data_out_dir}\n",
    "\n",
    "# note: we skip the rfp doc, which will be indexed as part of the workflow\n",
    "files = [\"azure_gov.pdf\", \"azure_wiki.pdf\", \"msft_10k_2024.pdf\", \"msft_ddr.pdf\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0879dda",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_dicts = {}\n",
    "files_to_parse = []\n",
    "\n",
    "for f in files:\n",
    "    file_base = Path(f).stem\n",
    "    full_file_path = str(Path(data_dir) / f)\n",
    "    files_to_parse.append(full_file_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c24920ca-878e-4aae-89e2-8fe36b0fb06f",
   "metadata": {},
   "source": [
    "**Option 1**: If you haven't parsed the files yet, run the block below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c58cc182-663a-4b30-9a70-5af22acbe83d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Getting job results:   0%|          | 0/4 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Started parsing the file under job_id d2c07f57-4e4a-4cc3-b879-3707921cb34c\n",
      "Started parsing the file under job_id d02caec2-bf28-441f-87ab-10ef7e78dd8c\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Getting job results:  25%|██▌       | 1/4 [00:04<00:14,  4.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Started parsing the file under job_id 40c99bc4-6337-4da9-a729-be2b9da41f9a\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Getting job results:  50%|█████     | 2/4 [00:14<00:15,  7.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Started parsing the file under job_id dbb04f60-55f4-445f-be42-dd0ec398ebfd\n",
      ".."
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Getting job results: 100%|██████████| 4/4 [01:39<00:00, 24.84s/it]\n"
     ]
    }
   ],
   "source": [
    "results = await parser.aparse(files_to_parse)\n",
    "for file_name, result in zip(files_to_parse, results):\n",
    "    file_docs = result.get_markdown_nodes(split_by_page=True)\n",
    "\n",
    "    file_dicts[file_name] = {\"file_path\": file_name, \"docs\": file_docs}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dff7e8ed-8c2a-4434-a7f9-e695dabc6158",
   "metadata": {},
   "source": [
    "#### Generate Summaries for each file \n",
    "\n",
    "Now that we've loaded the chunks for each file, let's now generate a summary for each file. These summaries will then be attached to the tool descriptions to help inform the agent on which files to query to fetch the right information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "138f8dda-4e55-4917-b277-63645b3b4e0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Generate summary for file data/azure_gov.pdf\n",
      ">> Generated summary: Practical guide to effective communication outlining key elements (sender, message, medium, receiver, feedback), types (verbal, nonverbal, visual), common barriers, and tips for improvement. Includes a communication process diagram and a notable quote on the illusion of communication.\n",
      ">> Generate summary for file data/azure_wiki.pdf\n",
      ">> Generated summary: Overview of Microsoft Azure: Microsoft's cloud computing platform with descriptions of its core services (compute, storage, AI, IoT, containers, quantum), deployment and management models, and regional expansion. Also documents identity, security and privacy, notable outages, certifications, history, key personnel, and references.\n",
      ">> Generate summary for file data/msft_10k_2024.pdf\n",
      ">> Generated summary: Annual Form 10‑K for Microsoft Corporation (fiscal year ended June 30, 2023) providing a full business overview, strategic priorities (AI, cloud, productivity, devices, gaming), human capital and sustainability initiatives, and risk factors.  \n",
      "Includes MD&A, segment results, audited financial statements, notes (tax, litigation, leases, investments), and disclosures on governance, executive officers, and share repurchases/dividends.\n",
      ">> Generate summary for file data/msft_ddr.pdf\n",
      ">> Generated summary: Microsoft Digital Defense Report (FY2023) — a comprehensive threat-intelligence briefing covering cybercrime (ransomware, phishing, BEC), nation‑state operations, identity attacks, DDoS, and IoT/OT and supply‑chain risks.  \n",
      "Includes prioritized, actionable mitigations (MFA, Zero Trust, XDR, patching, SBOMs), AI-enabled defense use cases, and collective‑defense initiatives to improve global cyber resilience.\n"
     ]
    }
   ],
   "source": [
    "from llama_index.core import SummaryIndex\n",
    "from llama_index.llms.openai import OpenAI\n",
    "\n",
    "summary_llm = OpenAI(model=\"gpt-5-mini\")\n",
    "\n",
    "for f in files_to_parse:\n",
    "    print(f\">> Generate summary for file {f}\")\n",
    "    index = SummaryIndex(file_dicts[f][\"docs\"])\n",
    "    response = index.as_query_engine(llm=summary_llm).query(\n",
    "        \"Generate a short 1-2 line summary of this file to help inform an agent on what this file is about.\"\n",
    "    )\n",
    "    print(f\">> Generated summary: {str(response)}\")\n",
    "    file_dicts[f][\"summary\"] = str(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "430fd045-f1a4-47c2-a773-718608d4c059",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "pickle.dump(file_dicts, open(f\"{data_out_dir}/tmp_file_dicts.pkl\", \"wb\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93decb8b-acb6-42fb-b7ef-2a2b0d264da3",
   "metadata": {},
   "source": [
    "**Option 2**: If you've already run parsing, the files should be cached. Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68a6849b-4572-4315-b7d5-77ad3b7ec351",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "file_dicts = pickle.load(open(f\"{data_out_dir}/tmp_file_dicts.pkl\", \"rb\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d5000db-d5ca-4522-8dfa-bc64567b1884",
   "metadata": {},
   "source": [
    "### Build Indexes\n",
    "\n",
    "Once the text nodes are ready, we feed into our vector store, which will index these nodes into Chroma (you're welcome to use our other 40+ vector store integrations if you'd like)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a31409f-815d-4569-8b74-60fcec5af211",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install llama-index-vector-stores-chroma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "101920ab-4054-4164-9f29-c3c9025c13bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run if you want to recreate the index\n",
    "!rm -rf storage_chroma_rfp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b1a2cb3-d21b-4ccf-81a0-1a83d0514a5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.vector_stores.chroma import ChromaVectorStore\n",
    "from llama_index.core import VectorStoreIndex\n",
    "\n",
    "persist_dir = \"storage_chroma_rfp\"\n",
    "\n",
    "vector_store = ChromaVectorStore.from_params(\n",
    "    collection_name=\"rfp_docs\", persist_dir=persist_dir\n",
    ")\n",
    "index = VectorStoreIndex.from_vector_store(vector_store)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b38f44aa-8dfa-4267-9489-d876ce056931",
   "metadata": {},
   "source": [
    "**NOTE**: Don't run the block below if you've already inserted the nodes. Only run if it's your first time!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72fcbaf7-9552-4ddb-9d7f-c499126c8735",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_nodes = [c for d in file_dicts.values() for c in d[\"docs\"]]\n",
    "index.insert_nodes(all_nodes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf0c4446-c477-4261-9747-c5294b0a54e9",
   "metadata": {},
   "source": [
    "### Define Retrievers\n",
    "\n",
    "Define retrievers, one for each file. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0bbac9ab-e3e2-448f-9e74-ad995415fc27",
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.vector_stores import (\n",
    "    MetadataFilter,\n",
    "    MetadataFilters,\n",
    "    FilterOperator,\n",
    ")\n",
    "from llama_index.core.tools import FunctionTool\n",
    "from typing import List, Optional\n",
    "\n",
    "\n",
    "# function tools\n",
    "def generate_tool(file: str, file_description: Optional[str] = None):\n",
    "    \"\"\"Return a function that retrieves only within a given file.\"\"\"\n",
    "    filters = MetadataFilters(\n",
    "        filters=[\n",
    "            MetadataFilter(key=\"file_path\", operator=FilterOperator.EQ, value=file),\n",
    "        ]\n",
    "    )\n",
    "\n",
    "    def chunk_retriever_fn(query: str) -> str:\n",
    "        retriever = index.as_retriever(similarity_top_k=5, filters=filters)\n",
    "        nodes = retriever.retrieve(query)\n",
    "\n",
    "        full_text = \"\\n\\n========================\\n\\n\".join(\n",
    "            [n.get_content(metadata_mode=\"all\") for n in nodes]\n",
    "        )\n",
    "\n",
    "        return full_text\n",
    "\n",
    "    # define name as a function of the file\n",
    "    fn_name = Path(file).stem + \"_retrieve\"\n",
    "\n",
    "    tool_description = f\"Retrieves a small set of relevant document chunks from {file}.\"\n",
    "    if file_description is not None:\n",
    "        tool_description += f\"\\n\\nFile Description: {file_description}\"\n",
    "\n",
    "    tool = FunctionTool.from_defaults(\n",
    "        fn=chunk_retriever_fn, name=fn_name, description=tool_description\n",
    "    )\n",
    "\n",
    "    return tool\n",
    "\n",
    "\n",
    "# generate tools\n",
    "tools = []\n",
    "for f in files_to_parse:\n",
    "    tools.append(generate_tool(f, file_description=file_dicts[f][\"summary\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9106c7d-8c43-4443-a192-94d5f3a54ad4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ToolMetadata(description='Retrieves a small set of relevant document chunks from data/azure_gov.pdf.\\n\\nFile Description: Practical guide to effective communication outlining key elements (sender, message, medium, receiver, feedback), types (verbal, nonverbal, visual), common barriers, and tips for improvement. Includes a communication process diagram and a notable quote on the illusion of communication.', name='azure_gov_retrieve', fn_schema=<class 'llama_index.core.tools.utils.azure_gov_retrieve'>, return_direct=False)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# validate an existing function\n",
    "tools[0].metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "688ebbad-3200-4818-aa48-705eda21503e",
   "metadata": {},
   "source": [
    "## Build Workflow\n",
    "\n",
    "Let's build a workflow that can iterate through the extracted keys/questions from the RFP, and fill them out! \n",
    "\n",
    "The user specifies an RFP document as input. The workflow then goes through the following steps:\n",
    "1. We parse the RFP template using LlamaParse\n",
    "2. We then extract out the relevant questions we'd want to ask the knowledge base given the instructions in the RFP\n",
    "3. For each question, we query the knowledge base using a specialized agent to generate a response. The agent is equipped with a set of retrieval tools over the data.\n",
    "4. We concatenate the questions/answers into a list of dictionaries.\n",
    "5. Given the question/answer pairs, we feed it along with the source RFP template into a prompt to generate the final report.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "740535e8-714b-4744-a515-5007834eea6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.workflow import (\n",
    "    Event,\n",
    "    StartEvent,\n",
    "    StopEvent,\n",
    "    Context,\n",
    "    Workflow,\n",
    "    step,\n",
    ")\n",
    "from llama_index.core.llms import LLM\n",
    "from pydantic import BaseModel\n",
    "from llama_index.core.schema import TextNode\n",
    "from llama_index.core.agent import FunctionAgent\n",
    "from llama_index.core.prompts import PromptTemplate\n",
    "import logging\n",
    "import os\n",
    "\n",
    "_logger = logging.getLogger(__name__)\n",
    "_logger.setLevel(logging.INFO)\n",
    "\n",
    "\n",
    "# this is the research agent's system prompt, tasked with answering a specific question\n",
    "AGENT_SYSTEM_PROMPT = \"\"\"\\\n",
    "You are a research agent tasked with filling out a specific form key/question with the appropriate value, given a bank of context.\n",
    "You are given a specific form key/question. Think step-by-step and use the existing set of tools to help answer the question.\n",
    "\n",
    "You MUST always use at least one tool to answer each question. Only after you've determined that existing tools do not \\\n",
    "answer the question should you try to reason from first principles and prior knowledge to answer the question.\n",
    "\n",
    "You MUST try to answer the question instead of only saying 'I dont know'.\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "# This is the prompt tasked with extracting information from an RFP file.\n",
    "EXTRACT_KEYS_PROMPT = \"\"\"\\\n",
    "You are provided an entire RFP document, or a large subsection from it. \n",
    "\n",
    "We wish to generate a response to the RFP in a way that adheres to the instructions within the RFP, \\\n",
    "including the specific sections that an RFP response should contain, and the content that would need to go \\\n",
    "into each section.\n",
    "\n",
    "Your task is to extract out a list of \"questions\", where each question corresponds to a specific section that is required in the RFP response.\n",
    "Put another way, after we extract out the questions we will go through each question and answer each one \\\n",
    "with our downstream research assistant, and the combined\n",
    "question:answer pairs will constitute the full RFP response.\n",
    "\n",
    "You must TRY to extract out questions that can be answered by the provided knowledge base. We provide the list of file metadata below. \n",
    "\n",
    "Additional requirements:\n",
    "- Try to make the questions SPECIFIC given your knowledge of the RFP and the knowledge base. Instead of asking a question like \\\n",
    "\"How do we ensure security\" ask a question that actually addresses a security requirement in the RFP and can be addressed by the knowledge base.\n",
    "- Make sure the questions are comprehensive and addresses all the RFP requirements.\n",
    "- Make sure each question is descriptive - this gives our downstream assistant context to fill out the value for that question \n",
    "- Extract out all the questions as a list of strings.\n",
    "\n",
    "\n",
    "Knowledge Base Files:\n",
    "{file_metadata}\n",
    "\n",
    "RFP Full Template:\n",
    "{rfp_text}\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "# this is the prompt that generates the final RFP response given the original template text and question-answer pairs.\n",
    "GENERATE_OUTPUT_PROMPT = \"\"\"\\\n",
    "You are an expert analyst.\n",
    "Your task is to generate an RFP response according to the given RFP and question/answer pairs.\n",
    "\n",
    "You are given the following RFP and qa pairs:\n",
    "\n",
    "<rfp_document>\n",
    "{output_template}\n",
    "</rfp_document>\n",
    "\n",
    "<question_answer_pairs>\n",
    "{answers}\n",
    "</question_answer_pairs>\n",
    "\n",
    "Not every question has an appropriate answer. This is because the agent tasked with answering the question did not have the right context to answer it.\n",
    "If this is the case, you MUST come up with an answer that is reasonable. You CANNOT say that you are unsure in any area of the RFP response.\n",
    "\n",
    "\n",
    "Please generate the output according to the template and the answers, in markdown format.\n",
    "Directly output the generated markdown content, do not add any additional text, such as \"```markdown\" or \"Here is the output:\".\n",
    "Follow the original format of the template as closely as possible, and fill in the answers into the appropriate sections.\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "class OutputQuestions(BaseModel):\n",
    "    \"\"\"List of keys that make up the sections of the RFP response.\"\"\"\n",
    "\n",
    "    questions: List[str]\n",
    "\n",
    "\n",
    "class OutputTemplateEvent(Event):\n",
    "    docs: List[TextNode]\n",
    "\n",
    "\n",
    "class QuestionsExtractedEvent(Event):\n",
    "    questions: List[str]\n",
    "\n",
    "\n",
    "class HandleQuestionEvent(Event):\n",
    "    question: str\n",
    "\n",
    "\n",
    "class QuestionAnsweredEvent(Event):\n",
    "    question: str\n",
    "    answer: str\n",
    "\n",
    "\n",
    "class CollectedAnswersEvent(Event):\n",
    "    combined_answers: str\n",
    "\n",
    "\n",
    "class LogEvent(Event):\n",
    "    msg: str\n",
    "    delta: bool = False\n",
    "\n",
    "\n",
    "class RFPWorkflow(Workflow):\n",
    "    \"\"\"RFP workflow.\"\"\"\n",
    "\n",
    "    def __init__(\n",
    "        self,\n",
    "        tools,\n",
    "        parser: LlamaParse,\n",
    "        llm: LLM | None = None,\n",
    "        similarity_top_k: int = 20,\n",
    "        output_dir: str = data_out_dir,\n",
    "        agent_system_prompt: str = AGENT_SYSTEM_PROMPT,\n",
    "        generate_output_prompt: str = GENERATE_OUTPUT_PROMPT,\n",
    "        extract_keys_prompt: str = EXTRACT_KEYS_PROMPT,\n",
    "        **kwargs,\n",
    "    ) -> None:\n",
    "        \"\"\"Init params.\"\"\"\n",
    "        super().__init__(**kwargs)\n",
    "        self.tools = tools\n",
    "\n",
    "        self.parser = parser\n",
    "\n",
    "        self.llm = llm or OpenAI(model=\"gpt-4o-mini\")\n",
    "        self.similarity_top_k = similarity_top_k\n",
    "\n",
    "        self.output_dir = output_dir\n",
    "\n",
    "        self.agent_system_prompt = agent_system_prompt\n",
    "        self.extract_keys_prompt = extract_keys_prompt\n",
    "\n",
    "        # if not exists, create\n",
    "        out_path = Path(self.output_dir) / \"workflow_output\"\n",
    "        if not out_path.exists():\n",
    "            out_path.mkdir(parents=True, exist_ok=True)\n",
    "            os.chmod(str(out_path), 0o0777)\n",
    "\n",
    "        self.generate_output_prompt = PromptTemplate(generate_output_prompt)\n",
    "\n",
    "    @step\n",
    "    async def parse_output_template(\n",
    "        self, ctx: Context, ev: StartEvent\n",
    "    ) -> OutputTemplateEvent:\n",
    "        # load output template file\n",
    "        out_template_path = Path(\n",
    "            f\"{self.output_dir}/workflow_output/output_template.jsonl\"\n",
    "        )\n",
    "        if out_template_path.exists():\n",
    "            with open(out_template_path, \"r\") as f:\n",
    "                docs = [TextNode.model_validate_json(line) for line in f]\n",
    "        else:\n",
    "            result = await self.parser.aparse(ev.rfp_template_path)\n",
    "            docs = result.get_markdown_nodes(split_by_page=True)\n",
    "            # save output template to file\n",
    "            with open(out_template_path, \"w\") as f:\n",
    "                for doc in docs:\n",
    "                    f.write(doc.model_dump_json())\n",
    "                    f.write(\"\\n\")\n",
    "\n",
    "        await ctx.store.set(\"output_template\", docs)\n",
    "        return OutputTemplateEvent(docs=docs)\n",
    "\n",
    "    @step\n",
    "    async def extract_questions(\n",
    "        self, ctx: Context, ev: OutputTemplateEvent\n",
    "    ) -> HandleQuestionEvent:\n",
    "        docs = ev.docs\n",
    "\n",
    "        # save all_questions to file\n",
    "        out_keys_path = Path(f\"{self.output_dir}/workflow_output/all_keys.txt\")\n",
    "        if out_keys_path.exists():\n",
    "            with open(out_keys_path, \"r\") as f:\n",
    "                output_qs = [q.strip() for q in f.readlines()]\n",
    "        else:\n",
    "            # try stuffing all text into the prompt\n",
    "            all_text = \"\\n\\n\".join([d.get_content(metadata_mode=\"all\") for d in docs])\n",
    "            prompt = PromptTemplate(template=self.extract_keys_prompt)\n",
    "\n",
    "            file_metadata = \"\\n\\n\".join(\n",
    "                [\n",
    "                    f\"Name:{t.metadata.name}\\nDescription:{t.metadata.description}\"\n",
    "                    for t in tools\n",
    "                ]\n",
    "            )\n",
    "\n",
    "            if self._verbose:\n",
    "                ctx.write_event_to_stream(\n",
    "                    LogEvent(msg=\">> Extracting questions from LLM\")\n",
    "                )\n",
    "\n",
    "            output_qs = (\n",
    "                await self.llm.astructured_predict(\n",
    "                    OutputQuestions,\n",
    "                    prompt,\n",
    "                    file_metadata=file_metadata,\n",
    "                    rfp_text=all_text,\n",
    "                )\n",
    "            ).questions\n",
    "\n",
    "            if self._verbose:\n",
    "                qs_text = \"\\n\".join([f\"* {q}\" for q in output_qs])\n",
    "                ctx.write_event_to_stream(LogEvent(msg=f\">> Questions:\\n{qs_text}\"))\n",
    "\n",
    "            with open(out_keys_path, \"w\") as f:\n",
    "                f.write(\"\\n\".join(output_qs))\n",
    "\n",
    "        await ctx.store.set(\"num_to_collect\", len(output_qs))\n",
    "\n",
    "        for question in output_qs:\n",
    "            ctx.send_event(HandleQuestionEvent(question=question))\n",
    "\n",
    "        return None\n",
    "\n",
    "    @step\n",
    "    async def handle_question(\n",
    "        self, ctx: Context, ev: HandleQuestionEvent\n",
    "    ) -> QuestionAnsweredEvent:\n",
    "        question = ev.question\n",
    "\n",
    "        # initialize a Function Calling \"research\" agent where given a task, it can pull responses from relevant tools and synthesize over it\n",
    "        research_agent = FunctionAgent(\n",
    "            tools=self.tools, llm=self.llm, system_prompt=self.agent_system_prompt\n",
    "        )\n",
    "\n",
    "        # ensure the agent's memory is cleared\n",
    "        response = await research_agent.run(question)\n",
    "\n",
    "        if self._verbose:\n",
    "            # instead of printing the message directly, write the event to stream!\n",
    "            msg = f\">> Asked question: {question}\\n>> Got response: {str(response)}\"\n",
    "            ctx.write_event_to_stream(LogEvent(msg=msg))\n",
    "\n",
    "        return QuestionAnsweredEvent(question=question, answer=str(response))\n",
    "\n",
    "    @step\n",
    "    async def combine_answers(\n",
    "        self, ctx: Context, ev: QuestionAnsweredEvent\n",
    "    ) -> CollectedAnswersEvent:\n",
    "        num_to_collect = await ctx.store.get(\"num_to_collect\")\n",
    "        results = ctx.collect_events(ev, [QuestionAnsweredEvent] * num_to_collect)\n",
    "        if results is None:\n",
    "            return None\n",
    "\n",
    "        combined_answers = \"\\n\".join([result.model_dump_json() for result in results])\n",
    "        # save combined_answers to file\n",
    "        with open(\n",
    "            f\"{self.output_dir}/workflow_output/combined_answers.jsonl\", \"w\"\n",
    "        ) as f:\n",
    "            f.write(combined_answers)\n",
    "\n",
    "        return CollectedAnswersEvent(combined_answers=combined_answers)\n",
    "\n",
    "    @step\n",
    "    async def generate_output(\n",
    "        self, ctx: Context, ev: CollectedAnswersEvent\n",
    "    ) -> StopEvent:\n",
    "        output_template = await ctx.store.get(\"output_template\")\n",
    "        output_template = \"\\n\".join(\n",
    "            [doc.get_content(\"none\") for doc in output_template]\n",
    "        )\n",
    "\n",
    "        if self._verbose:\n",
    "            ctx.write_event_to_stream(LogEvent(msg=\">> GENERATING FINAL OUTPUT\"))\n",
    "\n",
    "        resp = await self.llm.astream(\n",
    "            self.generate_output_prompt,\n",
    "            output_template=output_template,\n",
    "            answers=ev.combined_answers,\n",
    "        )\n",
    "\n",
    "        final_output = \"\"\n",
    "        async for r in resp:\n",
    "            ctx.write_event_to_stream(LogEvent(msg=r, delta=True))\n",
    "            final_output += r\n",
    "\n",
    "        # save final_output to file\n",
    "        with open(f\"{self.output_dir}/workflow_output/final_output.md\", \"w\") as f:\n",
    "            f.write(final_output)\n",
    "\n",
    "        return StopEvent(result=final_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b895c3b1-6ea1-41c3-bcf9-e42c2a4beb7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.llms.openai import OpenAI\n",
    "\n",
    "llm = OpenAI(model=\"gpt-4.1-mini\", timeout=360)\n",
    "workflow = RFPWorkflow(\n",
    "    tools,\n",
    "    parser=parser,\n",
    "    llm=llm,\n",
    "    verbose=True,\n",
    "    timeout=None,  # don't worry about timeout to make sure it completes\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6edb19c4-9133-4a3f-b0bd-adf14399e21b",
   "metadata": {},
   "source": [
    "#### Visualize the workflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c3e206ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install llama-index-utils-workflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa35ed08-edc1-4bd3-b80d-6e745367128f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rfp_workflow.html\n"
     ]
    }
   ],
   "source": [
    "from llama_index.utils.workflow import draw_all_possible_flows\n",
    "\n",
    "draw_all_possible_flows(RFPWorkflow, filename=\"rfp_workflow.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13c2effc-350a-46e6-b325-45c1b24b6e89",
   "metadata": {},
   "source": [
    "## Run the Workflow\n",
    "\n",
    "Let's run the full workflow and generate the output! \n",
    "\n",
    "This will take 5-20 minutes to run and complete. You can inspect the intermediate verbose outputs below as the intermediate questions/answers are generated. The response is streamed back to the user at the end - the response itself is quite long so will take a while to complete! You can also integrate with an observability provider like LlamaTrace/Arize Phoenix in order to view the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68c7db55-aff9-4d20-aa13-4e0931b39f66",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running step parse_output_template\n",
      "Step parse_output_template produced event OutputTemplateEvent\n",
      "Running step extract_questions\n",
      ">> Extracting questions from LLM\n",
      "Step extract_questions produced no event\n",
      ">> Questions:\n",
      "* What is the detailed description of the work to be performed in the Performance Work Statement (PWS) including the services proposed to achieve the Statement of Objectives (SOO), and how does it map to the Contract Line Item Number (CLIN) structure?\n",
      "* How does the Offeror demonstrate compliance with the Elastic Usage requirements, including network, compute, and storage metrics for the Commercial Cloud Offering (CCO) usage relative to JEDI Cloud usage?\n",
      "* What evidence does the Offeror provide to demonstrate high availability and failover capabilities of the CCO data centers, including geographic dispersion, network availability, data storage redundancy, and monitoring APIs?\n",
      "* How does the Offeror demonstrate the commerciality of the CCO, including revenue information, company names, and customer type breakdown?\n",
      "* How does the Offeror demonstrate that the proposed solution for storage, compute, and network IaaS does not require bundling with any particular PaaS or SaaS product?\n",
      "* What is the Offeror's approach to automation for the proposed IaaS and PaaS offerings, including identity and access management, provisioning, billing data reading, service usage data reading, and security policy compliance?\n",
      "* How does the Offeror demonstrate the existence and usability of an online marketplace for the CCO, including examples of catalog services, user procurement and deployment processes, and demonstration videos?\n",
      "* How does the Offeror demonstrate that the proposed solution meets the data requirements for petabyte-scale storage, object lifecycle management, nearline storage retrieval times, and offline storage retrieval capabilities?\n",
      "* What is the Offeror's proposed approach to logical isolation and secure data transfer, including the Transfer Cross Domain Solution, encryption, hypervisor management, cross-tenant communications, network fabric configuration, monitoring, logging, and encryption key management?\n",
      "* How does the Offeror propose to meet classified processing requirements at different classification levels, including logical or physical separation and cross-domain solutions?\n",
      "* What is the Offeror's approach to providing tactical edge compute and storage capabilities, including device categories, ruggedization, power requirements, synchronization, environmental tolerances, and physical dimensions?\n",
      "* How does the Offeror address patching and vulnerability management, supply chain risk, auditability, breach identification and mitigation, data spill prevention and remediation, data erasure, threat detection data access, and onboarding of new services for information security?\n",
      "* What is the Offeror's approach to access controls, including management of technical policies, role-based access control, object and resource tagging, federated authentication, and interface capabilities?\n",
      "* How does the Offeror propose to handle application and data hosting, including provisioning of virtual machines, databases, container orchestration, serverless functions, and dynamic workload management?\n",
      "* What is the Offeror's approach to application and data portability, including exporting data, object storage, system configurations, and interoperability?\n",
      "* How does the Offeror propose to manage the program and Task Order 001, including program management organization, communication with the Cloud Computing Program Office (CCPO), issue remediation, risk management, Quality Assurance Surveillance Plan (QASP), and Government Furnished Property (GFP) management?\n",
      "* What is the Offeror's Small Business Participation Approach, including commitments, subcontractor identification, and evidence of meeting small business goals?\n",
      "* What are the Offeror's License Agreements and Service Level Agreements (SLAs), including compliance with Federal law and the Government's needs, and the executed Addendum to License Agreement?\n",
      "* What is the Offeror's Organizational Conflict of Interest (OCI) response and analysis?\n",
      "* What are the Offeror's representations, certifications, and other statements required by the RFP, including compliance with labor laws, tax liabilities, and other regulatory requirements?\n",
      "* What is the Offeror's Price Proposal, including price narrative, price information and supporting data for price scenarios, priced catalogs for all CLINs, discounts, premiums, fees, and consistency with the RFP pricing requirements?\n",
      "* How does the Offeror propose to execute the Transition Out Plan, including procedures for transitioning services, knowledge transfer, data extraction, and destruction of classified infrastructure?\n",
      "* What is the Offeror's Portability Plan and how will portability of data and applications to other hosting environments be demonstrated?\n",
      "* What is the Offeror's approach to program management support for the Cloud Computing Program Office (CCPO), including personnel, processes, and tools?\n",
      "* How does the Offeror maintain control over critical parts of the JEDI Cloud infrastructure and software to meet security requirements and respond rapidly to Government-directed changes?\n",
      "* What are the Offeror's proposed Quality Control Plan (QCP) methodologies to meet or exceed schedule, quality, and performance requirements?\n",
      "* How does the Offeror propose to manage security requirements in accordance with the JEDI Cloud Cyber Security Plan and DD Form 254?\n",
      "* What is the Offeror's approach to handling Government Furnished Property (GFP), including type, protection, and reporting?\n",
      "* How does the Offeror propose to manage subcontracting, including notification to the Contracting Officer and consent for classified services?\n",
      "* What is the Offeror's approach to handling confidential business information and limited release conditions?\n",
      "* How does the Offeror propose to incorporate new services into the contract, including notification, pricing, and marketplace updates?\n",
      "* What is the Offeror's approach to price changes, including catalog revisions, discounts, premiums, and Government approval?\n",
      "* How does the Offeror propose to meet the additional security requirements that are material conditions of the contract, including termination for cause?\n",
      "* What is the Offeror's approach to online marketplace offerings, including integrated billing, indemnification, and handling Bring Your Own License (BYOL) products?\n",
      "* What are the Offeror's procedures for invoicing and payment using the Wide Area WorkFlow (WAWF) system?\n",
      "* What is the Offeror's approach to travel requirements under the contract?\n",
      "* How does the Offeror propose to meet the maximum contract limit and minimum contract guarantee requirements?\n",
      "* What is the Offeror's approach to task order contract types and ordering procedures?\n",
      "* How does the Offeror propose to handle organizational conflict of interest (OCI) during contract performance?\n",
      "* What is the Offeror's approach to contractor performance evaluation and handling of evaluations?\n",
      "* What are the Offeror's proposed packaging and marking requirements?\n",
      "* What is the Offeror's approach to task order administration and performance?\n",
      "* What is the Offeror's approach to transition out execution and knowledge transfer?\n",
      "Running step handle_question\n",
      "Running step handle_question\n",
      "Running step handle_question\n",
      "Running step handle_question\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the detailed description of the work to be performed in the Performance Work Statement (PWS) including the services proposed to achieve the Statement of Objectives (SOO), and how does it map to the Contract Line Item Number (CLIN) structure?\n",
      ">> Got response: The provided documents do not contain information on the detailed description of the work to be performed in the Performance Work Statement (PWS), the services proposed to achieve the Statement of Objectives (SOO), or how it maps to the Contract Line Item Number (CLIN) structure.\n",
      "\n",
      "Would you like me to try searching in other documents or provide a general explanation based on typical practices?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror demonstrate the commerciality of the CCO, including revenue information, company names, and customer type breakdown?\n",
      ">> Got response: The provided documents do not contain explicit information on how the Offeror demonstrates the commerciality of the CCO, including specific revenue information, company names, and customer type breakdown. If you have any other specific documents or sources related to the Offeror or CCO commerciality, please provide them for a more targeted search.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror demonstrate compliance with the Elastic Usage requirements, including network, compute, and storage metrics for the Commercial Cloud Offering (CCO) usage relative to JEDI Cloud usage?\n",
      ">> Got response: The available documents do not contain specific information on how the Offeror demonstrates compliance with the Elastic Usage requirements, including network, compute, and storage metrics for the Commercial Cloud Offering (CCO) usage relative to JEDI Cloud usage. \n",
      "\n",
      "If you have any other related questions or need information from a different perspective, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What evidence does the Offeror provide to demonstrate high availability and failover capabilities of the CCO data centers, including geographic dispersion, network availability, data storage redundancy, and monitoring APIs?\n",
      ">> Got response: The available documents do not contain explicit evidence or detailed information provided by the Offeror regarding the high availability and failover capabilities of the CCO data centers, including aspects such as geographic dispersion, network availability, data storage redundancy, and monitoring APIs.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror demonstrate the existence and usability of an online marketplace for the CCO, including examples of catalog services, user procurement and deployment processes, and demonstration videos?\n",
      ">> Got response: The provided document does not contain specific information about how the Offeror demonstrates the existence and usability of an online marketplace for the CCO, including examples of catalog services, user procurement and deployment processes, and demonstration videos. \n",
      "\n",
      "Would you like me to try searching in other documents or provide a general explanation based on typical practices?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to automation for the proposed IaaS and PaaS offerings, including identity and access management, provisioning, billing data reading, service usage data reading, and security policy compliance?\n",
      ">> Got response: The provided documents do not contain specific information on the Offeror's approach to automation for the proposed IaaS and PaaS offerings, including identity and access management, provisioning, billing data reading, service usage data reading, and security policy compliance. If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror demonstrate that the proposed solution meets the data requirements for petabyte-scale storage, object lifecycle management, nearline storage retrieval times, and offline storage retrieval capabilities?\n",
      ">> Got response: The available documents do not contain specific information on how the Offeror demonstrates that the proposed solution meets the data requirements for petabyte-scale storage, object lifecycle management, nearline storage retrieval times, and offline storage retrieval capabilities. If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to meet classified processing requirements at different classification levels, including logical or physical separation and cross-domain solutions?\n",
      ">> Got response: The provided documents do not contain specific information on how the Offeror proposes to meet classified processing requirements at different classification levels, including logical or physical separation and cross-domain solutions. If you have any other related queries or need information from a different document, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror demonstrate that the proposed solution for storage, compute, and network IaaS does not require bundling with any particular PaaS or SaaS product?\n",
      ">> Got response: The available documents do not explicitly provide information on how an Offeror demonstrates that the proposed solution for storage, compute, and network Infrastructure as a Service (IaaS) does not require bundling with any particular Platform as a Service (PaaS) or Software as a Service (SaaS) product.\n",
      "\n",
      "Based on general industry practice, typically, an Offeror would demonstrate this by clearly specifying in their proposal that the IaaS components are offered as standalone services without dependencies on specific PaaS or SaaS products. They might also provide architectural diagrams, technical documentation, and contractual terms that confirm the modularity and independence of the IaaS solution. Additionally, the Offeror could provide evidence of interoperability with multiple PaaS and SaaS providers or standards compliance that ensures no forced bundling.\n",
      "\n",
      "If you want, I can help draft a sample response or provide guidance on what to include in such a demonstration. Would you like me to do that?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's proposed approach to logical isolation and secure data transfer, including the Transfer Cross Domain Solution, encryption, hypervisor management, cross-tenant communications, network fabric configuration, monitoring, logging, and encryption key management?\n",
      ">> Got response: The available documents do not contain specific information about the Offeror's proposed approach to logical isolation and secure data transfer, including details on the Transfer Cross Domain Solution, encryption, hypervisor management, cross-tenant communications, network fabric configuration, monitoring, logging, and encryption key management. Therefore, I am unable to provide an answer based on the provided sources.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to providing tactical edge compute and storage capabilities, including device categories, ruggedization, power requirements, synchronization, environmental tolerances, and physical dimensions?\n",
      ">> Got response: The available documents do not contain specific information on the Offeror's approach to providing tactical edge compute and storage capabilities, including details on device categories, ruggedization, power requirements, synchronization, environmental tolerances, and physical dimensions.\n",
      "\n",
      "If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to handle application and data hosting, including provisioning of virtual machines, databases, container orchestration, serverless functions, and dynamic workload management?\n",
      ">> Got response: The provided documents do not contain specific information on how the Offeror proposes to handle application and data hosting, including provisioning of virtual machines, databases, container orchestration, serverless functions, and dynamic workload management. If you have any other related queries or need information from a different perspective, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to access controls, including management of technical policies, role-based access control, object and resource tagging, federated authentication, and interface capabilities?\n",
      ">> Got response: The available documents do not contain specific information on the Offeror's approach to access controls, including management of technical policies, role-based access control, object and resource tagging, federated authentication, and interface capabilities. \n",
      "\n",
      "If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror address patching and vulnerability management, supply chain risk, auditability, breach identification and mitigation, data spill prevention and remediation, data erasure, threat detection data access, and onboarding of new services for information security?\n",
      ">> Got response: The available documents do not provide explicit details on how the Offeror addresses patching and vulnerability management, supply chain risk, auditability, breach identification and mitigation, data spill prevention and remediation, data erasure, threat detection data access, and onboarding of new services for information security.\n",
      "\n",
      "If you have any other specific questions or need information from a different perspective, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to manage the program and Task Order 001, including program management organization, communication with the Cloud Computing Program Office (CCPO), issue remediation, risk management, Quality Assurance Surveillance Plan (QASP), and Government Furnished Property (GFP) management?\n",
      ">> Got response: The provided documents do not contain specific information on how the Offeror proposes to manage the program and Task Order 001, including program management organization, communication with the Cloud Computing Program Office (CCPO), issue remediation, risk management, Quality Assurance Surveillance Plan (QASP), and Government Furnished Property (GFP) management.\n",
      "\n",
      "If you have any other documents or more specific queries, I can assist further.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to application and data portability, including exporting data, object storage, system configurations, and interoperability?\n",
      ">> Got response: The available documents do not contain specific information on the Offeror's approach to application and data portability, including exporting data, object storage, system configurations, and interoperability. If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's Small Business Participation Approach, including commitments, subcontractor identification, and evidence of meeting small business goals?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's Small Business Participation Approach, including commitments, subcontractor identification, and evidence of meeting small business goals. If you have access to a specific proposal or contract document related to the Offeror, that document would be the best source for this detailed information. Would you like me to assist you with anything else?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What are the Offeror's License Agreements and Service Level Agreements (SLAs), including compliance with Federal law and the Government's needs, and the executed Addendum to License Agreement?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's License Agreements, Service Level Agreements (SLAs), compliance with Federal law and the Government's needs, or the executed Addendum to License Agreement. If you have any other related queries or need information from a different perspective, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What are the Offeror's representations, certifications, and other statements required by the RFP, including compliance with labor laws, tax liabilities, and other regulatory requirements?\n",
      ">> Got response: The provided document does not contain specific information about the Offeror's representations, certifications, and other statements required by the RFP, including compliance with labor laws, tax liabilities, and other regulatory requirements. If you have another document or source where this information might be found, please provide it, or specify if you want me to search in a different document.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's Organizational Conflict of Interest (OCI) response and analysis?\n",
      ">> Got response: The available documents do not contain specific information regarding the Offeror's Organizational Conflict of Interest (OCI) response and analysis. If you have a particular document or source where this information might be found, please provide it, or specify if you want a general explanation of OCI response and analysis.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's Price Proposal, including price narrative, price information and supporting data for price scenarios, priced catalogs for all CLINs, discounts, premiums, fees, and consistency with the RFP pricing requirements?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's Price Proposal, including price narrative, price information, supporting data for price scenarios, priced catalogs for all CLINs, discounts, premiums, fees, or consistency with the RFP pricing requirements.\n",
      "\n",
      "If you have a specific document or source related to the Offeror's Price Proposal or RFP pricing requirements, please provide it, and I can help extract the relevant information.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to execute the Transition Out Plan, including procedures for transitioning services, knowledge transfer, data extraction, and destruction of classified infrastructure?\n",
      ">> Got response: The provided documents do not contain specific information about how the Offeror proposes to execute the Transition Out Plan, including procedures for transitioning services, knowledge transfer, data extraction, and destruction of classified infrastructure. If you have any other related queries or need information from a different document, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's Portability Plan and how will portability of data and applications to other hosting environments be demonstrated?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's Portability Plan or how the portability of data and applications to other hosting environments will be demonstrated. If you have any other related queries or need information from a different document, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to program management support for the Cloud Computing Program Office (CCPO), including personnel, processes, and tools?\n",
      ">> Got response: The available documents do not contain specific information about the Offeror's approach to program management support for the Cloud Computing Program Office (CCPO), including details on personnel, processes, and tools. If you have access to additional documents or specific sections related to the CCPO program management, please provide them for a more detailed search.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What are the Offeror's proposed Quality Control Plan (QCP) methodologies to meet or exceed schedule, quality, and performance requirements?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's proposed Quality Control Plan (QCP) methodologies to meet or exceed schedule, quality, and performance requirements. If you have a specific document or section related to the Offeror's proposal or Quality Control Plan, please provide it for a more targeted search.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror maintain control over critical parts of the JEDI Cloud infrastructure and software to meet security requirements and respond rapidly to Government-directed changes?\n",
      ">> Got response: The available documents do not contain specific information on how the Offeror maintains control over critical parts of the JEDI Cloud infrastructure and software to meet security requirements and respond rapidly to Government-directed changes. If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to manage subcontracting, including notification to the Contracting Officer and consent for classified services?\n",
      ">> Got response: The provided documents do not contain specific information on how the Offeror proposes to manage subcontracting, including notification to the Contracting Officer and consent for classified services. If you have any other related queries or need information from a different document, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to handling Government Furnished Property (GFP), including type, protection, and reporting?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's approach to handling Government Furnished Property (GFP), including type, protection, and reporting. If you have any other related queries or need information from a different perspective, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to manage security requirements in accordance with the JEDI Cloud Cyber Security Plan and DD Form 254?\n",
      ">> Got response: The available documents do not contain specific information on how the Offeror proposes to manage security requirements in accordance with the JEDI Cloud Cyber Security Plan and DD Form 254. If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to handling confidential business information and limited release conditions?\n",
      ">> Got response: The document does not contain explicit information about the Offeror's approach to handling confidential business information and limited release conditions. If you have any other related queries or need information from a different document, please let me know.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to price changes, including catalog revisions, discounts, premiums, and Government approval?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's approach to price changes, including catalog revisions, discounts, premiums, and Government approval. If you have any other documents or sources where this information might be found, please provide them, or let me know if you would like me to help with something else.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to incorporate new services into the contract, including notification, pricing, and marketplace updates?\n",
      ">> Got response: The available document sources do not provide specific information on how the Offeror proposes to incorporate new services into the contract, including details on notification, pricing, and marketplace updates. \n",
      "\n",
      "If you have access to a specific contract or proposal document related to the Offeror, please provide it or specify further, and I can assist in extracting the relevant details.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What are the Offeror's procedures for invoicing and payment using the Wide Area WorkFlow (WAWF) system?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's procedures for invoicing and payment using the Wide Area WorkFlow (WAWF) system. If you have any other related queries or need information from a different source, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to online marketplace offerings, including integrated billing, indemnification, and handling Bring Your Own License (BYOL) products?\n",
      ">> Got response: The available documents do not contain specific information about the Offeror's approach to online marketplace offerings, including integrated billing, indemnification, and handling Bring Your Own License (BYOL) products. If you have any other questions or need information on a related topic, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to meet the additional security requirements that are material conditions of the contract, including termination for cause?\n",
      ">> Got response: The available documents do not explicitly provide details on how the Offeror proposes to meet the additional security requirements that are material conditions of the contract, including termination for cause. If you have any other specific documents or sections to check, please let me know.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to travel requirements under the contract?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's approach to travel requirements under the contract. Would you like me to try searching with different keywords or provide a general approach to travel requirements in contracts?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to task order contract types and ordering procedures?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's approach to task order contract types and ordering procedures. If you have another document or more context related to this topic, please provide it, and I will assist you further.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: How does the Offeror propose to meet the maximum contract limit and minimum contract guarantee requirements?\n",
      ">> Got response: The provided documents do not contain specific information on how the Offeror proposes to meet the maximum contract limit and minimum contract guarantee requirements. If you have any other related documents or more context, please provide them so I can assist you better.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      "Running step handle_question\n",
      ">> Asked question: What is the Offeror's approach to task order administration and performance?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's approach to task order administration and performance. Would you like me to try searching with different keywords or provide a general explanation based on typical practices?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      ">> Asked question: What are the Offeror's proposed packaging and marking requirements?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's proposed packaging and marking requirements. If you have another document or more context related to this topic, please provide it so I can assist you further.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      ">> Asked question: What is the Offeror's approach to contractor performance evaluation and handling of evaluations?\n",
      ">> Got response: The provided document chunks do not contain specific information about the Offeror's approach to contractor performance evaluation and handling of evaluations. I will try to reason based on typical practices or check other documents if relevant. However, since the question is specific to the Offeror's approach, it might be best to look for sections related to contractor performance evaluation in the context of the Offeror or the contracting entity. \n",
      "\n",
      "Would you like me to search in other documents or provide a general overview of typical contractor performance evaluation approaches?\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      ">> Asked question: How does the Offeror propose to handle organizational conflict of interest (OCI) during contract performance?\n",
      ">> Got response: The available documents do not contain specific information on how the Offeror proposes to handle organizational conflict of interest (OCI) during contract performance. If you have any other related queries or need information from a different perspective, please let me know!\n",
      "Running step combine_answers\n",
      "Step combine_answers produced no event\n",
      "Step handle_question produced event QuestionAnsweredEvent\n",
      ">> Asked question: What is the Offeror's approach to transition out execution and knowledge transfer?\n",
      ">> Got response: The provided documents do not contain specific information about the Offeror's approach to transition out execution and knowledge transfer. If you have any other documents or more specific context, please provide them, and I will assist you further.\n",
      "Running step combine_answers\n",
      "Step combine_answers produced event CollectedAnswersEvent\n",
      "Running step generate_output\n",
      ">> GENERATING FINAL OUTPUT\n",
      "# JEDI Cloud RFP Response  \n",
      "## Solicitation Number: HQ0034-18-R-0077  \n",
      "\n",
      "---\n",
      "\n",
      "## Volume I – Contract Documentation  \n",
      "\n",
      "### TAB A: Table of Contents  \n",
      "[To be provided as a master table of contents covering all volumes and tabs of the proposal.]\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Company Information  \n",
      "[To include:]  \n",
      "- Authorized Offeror Personnel with contact details and authority statements.  \n",
      "- Company/division address, CAGE code, DUNS, TIN, and business size designation.  \n",
      "- Documentation demonstrating control over critical parts of JEDI Cloud IAW Section C4, including ownership or Control Agreements.  \n",
      "- Joint Venture agreement (if applicable) including all members and security clearances.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Cover Letter  \n",
      "[To be provided on company letterhead, signed by an authorized executive, including:]  \n",
      "- Statement of proposal validity for 300 days from due date.  \n",
      "- Certification of compliance with all RFP requirements without exceptions or deviations.  \n",
      "- List of enclosures included in the proposal.\n",
      "\n",
      "Sample Statement of Compliance:  \n",
      "*This Offeror hereby certifies this proposal is in compliance with the solicitation and its requirements. There are no exceptions, deviations or differences.*\n",
      "\n",
      "---\n",
      "\n",
      "### TAB D: Signed Solicitation/Amendments/Representations and Certification Information  \n",
      "[To include:]  \n",
      "- Signed SF1449 with all required fill-ins.  \n",
      "- Completed Sections H2 (New Services) and H3 (Price Changes) with all fill-ins.  \n",
      "- Representations and Certifications as required by Section K and SAM database verification.  \n",
      "- Identification and Assertion of Use, Release, or Disclosure Restrictions per DFARS 252.227-7017.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB E: EEO Pre-Award Information  \n",
      "[To include:]  \n",
      "- Information on subcontractors receiving awards over $10 million IAW FAR 52.222-24.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB F: DD Form 254 Security Classification  \n",
      "[To include:]  \n",
      "- Affirmation of Facility Security Clearance (FSC) for prime and subcontractors.  \n",
      "- DD Form 254 for TO 001 as per Attachment J-7 with appropriate blocks completed at award.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB G: Proposal Team  \n",
      "[To include:]  \n",
      "- Table listing all proposal team members at all tiers, including company name, prime or subcontract tier, and parent company if applicable.  \n",
      "- Indication if proposing as a Joint Venture.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB H: Organizational Conflict of Interest (OCI) Response  \n",
      "[To include:]  \n",
      "- Completed OCI Analysis/Disclosure Form (Attachment L-7).  \n",
      "- If no OCI exists, completion of block 9 indicating no conflict.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB I: Licenses and Service Level Agreements and Addendum  \n",
      "[To include:]  \n",
      "- All License Agreements and SLAs applicable to proposed services, including third-party agreements.  \n",
      "- Executed Addendum to License Agreement as per Section H8, ensuring compliance with Federal law and Government needs.  \n",
      "- Confirmation that any conflicting terms in License Agreements or SLAs are superseded by the Addendum.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB J: PWS/SOO & Factor Matrix  \n",
      "[To include:]  \n",
      "- Cross-reference matrix mapping the proposed Performance Work Statement (PWS) to the Statement of Objectives (SOO) and CLIN structure.  \n",
      "- Mapping of PWS sections to Factors 2 through 6 as applicable.  \n",
      "- Inclusion of all Performance Requirements and Desired Capabilities from the SOO.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB K: Support Contractor Proposal Access Consent  \n",
      "[To include:]  \n",
      "- Letter granting or denying permission for designated contractor support personnel access to the proposal for administrative purposes.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume II – Factor 1: Gate Criteria  \n",
      "\n",
      "### TAB A: Sub-factor 1.1 Elastic Usage  \n",
      "[To include:]  \n",
      "- Summary report for January and February 2018 depicting Network, Compute, and Storage metrics for the Commercial Cloud Offering (CCO) usage relative to JEDI Cloud usage.  \n",
      "- Demonstration that JEDI Cloud unclassified usage is less than 50% of total CCO usage in each metric area.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Sub-factor 1.2 High Availability and Failover  \n",
      "[To include:]  \n",
      "- Documentation demonstrating at least three existing unclassified CCO data centers within the U.S. Customs Territory, each supporting FedRAMP Moderate “Authorized” IaaS and PaaS offerings.  \n",
      "- Evidence of geographic dispersion with minimum 150 miles separation.  \n",
      "- Table detailing globally distributed points of presence, number of connections, and bandwidth capacity.  \n",
      "- Listing and description of built-in data storage redundancy for online, nearline, and offline storage.  \n",
      "- Static document captures of web API documentation for resource utilization and service health event monitoring, including example code and URLs.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Sub-factor 1.3 Commerciality  \n",
      "[To include:]  \n",
      "- Revenue information for calendar year 2017 attributable to the CCO, including company names and customer type breakdown (U.S. Federal Government vs. non-U.S. Federal Government).  \n",
      "- Documentation demonstrating that U.S. Federal Government revenue is less than 50% of total CCO revenue.  \n",
      "- Documentation evidencing control over critical parts of JEDI Cloud IAW Section C4.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB D: Sub-factor 1.4 Offering Independence  \n",
      "[To include:]  \n",
      "- Detailed narrative demonstrating that proposed storage, compute, and network IaaS offerings are independent and do not require bundling with any particular PaaS or SaaS product.  \n",
      "- Explanation of any exempted services such as non-separately priced managed monitoring or logging services.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB E: Sub-factor 1.5 Automation  \n",
      "[To include:]  \n",
      "- Static document captures of API documentation demonstrating capabilities for:  \n",
      "  - Identity and access management (account creation, federated tokens, role assignment).  \n",
      "  - Provisioning of compute instances, object storage, relational databases, and load balancers.  \n",
      "  - Reading billing data for single and group accounts.  \n",
      "  - Reading service usage data for compute and database instances.  \n",
      "  - Reading automated compliance scan results for single and group accounts.  \n",
      "- Each document to include publicly accessible URLs and example code.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB F: Sub-factor 1.6 Commercial Cloud Offering Marketplace  \n",
      "[To include:]  \n",
      "- Three examples each of existing public catalog services for:  \n",
      "  - Platform offerings (e.g., container orchestration, code deployment).  \n",
      "  - Advanced data analytics tools (e.g., machine learning, AI).  \n",
      "  - Bring-your-own-license (BYOL) products.  \n",
      "  - Free and open source software offerings.  \n",
      "- Narrative describing end user procurement and deployment process via the online marketplace.  \n",
      "- Two silent demonstration videos showing:  \n",
      "  - Deployment of a third-party marketplace platform or enterprise software offering.  \n",
      "  - Deployment of a BYOL offering from a non-CCO provider.  \n",
      "- Videos to meet timing criteria (<5 minutes deployment time) and format requirements (MPEG4 or AVI).\n",
      "\n",
      "---\n",
      "\n",
      "### TAB G: Sub-factor 1.7 Data  \n",
      "[To include:]  \n",
      "- Self-certification and detailed technical explanations demonstrating:  \n",
      "  - Petabyte-scale storage and retrieval capabilities for online, nearline, and offline storage.  \n",
      "  - Object lifecycle management across storage tiers.  \n",
      "  - Nearline storage retrieval with first byte received within 30 seconds, supported by request/response logs.  \n",
      "  - Offline storage retrieval of 250 terabytes within 24 hours, accessible by cloud-deployed applications, supported by logs.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume III – Technical Proposal  \n",
      "\n",
      "### TAB A: Performance Work Statement (PWS)  \n",
      "[To include:]  \n",
      "- Detailed description of work to be performed aligned with Attachment L-1 JEDI Cloud SOO.  \n",
      "- Clear mapping of services to the CLIN structure.  \n",
      "- Inclusion of Table 5.1 and Table 5.2 from the SOO verbatim.  \n",
      "- Integration of the JEDI Cloud Cyber Security Plan (Attachment J-6) as required.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Factor 2 – Logical Isolation and Secure Data Transfer  \n",
      "[To include:]  \n",
      "- Proposed approach for secure data transfer using a Transfer Cross Domain Solution consistent with 2018 Raise the Bar CDS requirements.  \n",
      "- Description of how the solution:  \n",
      "  - Enables controlled data transfer between isolated enclaves.  \n",
      "  - Provides secure one-way data transfer across classification levels and external destinations.  \n",
      "  - Protects against cyber threats and covert channels.  \n",
      "  - Enforces technical policies with role-based approvals and overrides.  \n",
      "  - Implements RBAC for administrative separation.  \n",
      "  - Provides local and remote monitoring and anomaly response.  \n",
      "- Logical isolation architecture for unclassified and classified environments including:  \n",
      "  - Data encryption at rest and in transit with up to two layers of NSA-approved encryption per CNSSP 15.  \n",
      "  - Hypervisor management console security, encrypted communications, logging, and RBAC.  \n",
      "  - Boundary protections such as virtual firewalls and switches.  \n",
      "  - Intrusion detection and prevention systems.  \n",
      "  - Controlled cross-tenant communications via multi-tenant peering gateways.  \n",
      "  - User-configurable secure network fabrics.  \n",
      "  - Immutable logging and encryption key management options.  \n",
      "- Approach to classified processing at multiple classification levels, including MLS CDS or physical separation and cross-domain querying tools.  \n",
      "- Technical approach addressing Price Scenario 3(c).\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Factor 3 – Tactical Edge  \n",
      "[To include:]  \n",
      "- Overarching approach to tactical edge compute and storage balancing portability and capability across military operations.  \n",
      "- For each tactical edge device:  \n",
      "  - Compute capacity for connected and disconnected environments.  \n",
      "  - Support for containerized applications and data analytics.  \n",
      "  - Storage capacity for various data types in connected and disconnected states.  \n",
      "  - Automated bidirectional synchronization with cloud environments, including bandwidth and connection type considerations.  \n",
      "  - Electromagnetic emanation quantification and control.  \n",
      "  - Compliance with physical and logical separation per JEDI Cloud Cyber Security Plan.  \n",
      "  - Environmental tolerances per MIL-STD-810G Basic Hot and Cold cycles.  \n",
      "  - Weight and physical dimensions.  \n",
      "- At least one offering in each category:  \n",
      "  - Category One: Ruggedized, portable compute and storage devices with rapid deployment and power options.  \n",
      "  - Category Two: Static, modular, rapidly deployable data centers suitable for OCONUS and government platforms.  \n",
      "- Technical approach addressing Price Scenarios 2(a), 3(a), and 5(a).\n",
      "\n",
      "---\n",
      "\n",
      "### TAB D: Factor 4 – Information Security and Access Controls  \n",
      "[To include:]  \n",
      "- Approach to patching and vulnerability management with enforcement controls based on criticality.  \n",
      "- Supply chain risk management for hardware and software components.  \n",
      "- Auditability of physical and logical isolation of hosted services.  \n",
      "- Automated breach identification, mitigation, isolation, and reporting processes.  \n",
      "- Self-service tools for data spill prevention, remediation, and media purging.  \n",
      "- Data erasure capabilities in unclassified and classified environments.  \n",
      "- Access to threat detection data, notification configurations, and raw log delivery to Government.  \n",
      "- Process for rapid and secure onboarding of new marketplace services with examples.  \n",
      "- Access control approach including:  \n",
      "  - Management of technical policies across accounts.  \n",
      "  - Granular RBAC configuration and permission assignment.  \n",
      "  - Object and resource tagging for billing and access control.  \n",
      "  - Token-based, time-limited federated authentication and role assumption.  \n",
      "  - Availability of access control capabilities via web interface, CLI, and API.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB E: Factor 5 – Application and Data Hosting and Portability  \n",
      "[To include:]  \n",
      "- Approach to application and data hosting including:  \n",
      "  - Rapid provisioning of virtual machines and database servers from approved configurations.  \n",
      "  - Container-based application hosting and orchestration.  \n",
      "  - Serverless code function hosting.  \n",
      "  - Dynamic workload management and orchestration based on policies and events.  \n",
      "- Approach to application and data portability including:  \n",
      "  - Exporting data and object storage with schemas for single, multiple, and all accounts.  \n",
      "  - Exporting system configurations including networking, routing, load balancing, and OS settings.  \n",
      "  - Interoperability and ease of use in export mechanisms.  \n",
      "- Technical approach addressing Price Scenarios 1, 4, and 6.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB F: Factor 6 – Management and TO 001  \n",
      "[To include:]  \n",
      "- Program management approach aligned with Section C2 and TO 001 PWS.  \n",
      "- Organizational structure, personnel, processes, and tools to manage contract activities.  \n",
      "- Communication and coordination approach with the Cloud Computing Program Office (CCPO).  \n",
      "- Issue remediation processes for performance, subcontractor, and security incidents.  \n",
      "- Risk management process emphasizing preemptive mitigation, especially for tactical edge and security.  \n",
      "- Proposed Quality Assurance Surveillance Plan (QASP) describing surveillance methods to meet performance metrics throughout contract duration.  \n",
      "- Property management system and practices for Government Furnished Property (GFP) protection, security, and reporting per FAR and DFARS clauses.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume IV – Factor 7: Small Business Participation Approach  \n",
      "[To be submitted after competitive range determination.]  \n",
      "[To include:]  \n",
      "- Completed Attachment J-10 Small Business Participation Commitment Document with proposed small business participation goals for CLIN x003.  \n",
      "- Documentation evidencing commitments with small business concerns (SBCs), including binding letters, joint ventures, or mentor-protégé agreements.  \n",
      "- Identification of subcontractors by name, address, business type, NAICS code, and scope of work.  \n",
      "- Evidence of historical performance meeting small business goals or plans to achieve goals if not previously met.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume V – Factor 8: Demonstration  \n",
      "[To be submitted after competitive range determination.]  \n",
      "[To include:]  \n",
      "- Demonstrations of scenarios using proposed approaches for Factors 1 through 6.  \n",
      "- Access to all materials produced during demonstrations for evaluation.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume VI – Factor 9: Price  \n",
      "\n",
      "### TAB A: Price Narrative  \n",
      "[To include:]  \n",
      "- Overarching summary of pricing proposal consistent with technical volumes and RFP Section B pricing.  \n",
      "- Explanation supporting price reasonableness and completeness.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Price Information and Supporting Data for Attachment L-2 Price Scenarios  \n",
      "[To include:]  \n",
      "- Priced and Unpriced Basis of Estimates (BOEs) for each price scenario with ground rules, assumptions, and technical solution descriptions.  \n",
      "- Price build-up using Attachment L-5 template capturing unit prices and quantities.  \n",
      "- All BOEs with intact formulas and editable cells, no external links.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Price Information and Supporting Data for all CLINs  \n",
      "[To include:]  \n",
      "- Separate priced catalogs for CLINs x001, x002, x003, and x004 for base and option periods in PDF and Excel formats.  \n",
      "- Catalogs to include item number, description, category, commercial catalog price, and proposed price.  \n",
      "- Firm-fixed price offerings for Cloud Support Packages (no time-and-materials or labor-hour pricing).  \n",
      "- Pricing for Portability Plan (CLIN x005), Portability Test (CLIN x006), and CCPO PM Support (CLIN x007) per Table L-2 with unit prices and quantities.  \n",
      "- Identification of all discounts, premiums, and fees in a separate PDF to be Attachment J-3.  \n",
      "- Compliance with Sections H2 and H3 regarding price changes and new services.  \n",
      "- Use of most favored customer discounts encouraged.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume VII – Small Business Subcontracting Plan  \n",
      "[To be submitted after competitive range determination.]  \n",
      "[To include:]  \n",
      "- Detailed approach to achieving and maintaining small business goals per Attachment J-10.  \n",
      "- Identification of all subcontractors with business type, services, NAICS code, and complexity.  \n",
      "- Evidence of past performance meeting small business goals or corrective plans if not met.  \n",
      "- Binding letters of commitment or equivalent evidence of ability to meet goals.\n",
      "\n",
      "---\n",
      "\n",
      "# Summary  \n",
      "This proposal submission addresses all requirements of RFP HQ0034-18-R-0077 for the JEDI Cloud ID/IQ contract. The Offeror demonstrates compliance with all solicitation instructions, provides detailed technical and management approaches, and submits comprehensive pricing consistent with the RFP. The proposal ensures alignment with Government needs for security, performance, scalability, and small business participation, and includes all required documentation and certifications.Step generate_output produced event StopEvent\n",
      "# JEDI Cloud RFP Response  \n",
      "## Solicitation Number: HQ0034-18-R-0077  \n",
      "\n",
      "---\n",
      "\n",
      "## Volume I – Contract Documentation  \n",
      "\n",
      "### TAB A: Table of Contents  \n",
      "[To be provided as a master table of contents covering all volumes and tabs of the proposal.]\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Company Information  \n",
      "[To include:]  \n",
      "- Authorized Offeror Personnel with contact details and authority statements.  \n",
      "- Company/division address, CAGE code, DUNS, TIN, and business size designation.  \n",
      "- Documentation demonstrating control over critical parts of JEDI Cloud IAW Section C4, including ownership or Control Agreements.  \n",
      "- Joint Venture agreement (if applicable) including all members and security clearances.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Cover Letter  \n",
      "[To be provided on company letterhead, signed by an authorized executive, including:]  \n",
      "- Statement of proposal validity for 300 days from due date.  \n",
      "- Certification of compliance with all RFP requirements without exceptions or deviations.  \n",
      "- List of enclosures included in the proposal.\n",
      "\n",
      "Sample Statement of Compliance:  \n",
      "*This Offeror hereby certifies this proposal is in compliance with the solicitation and its requirements. There are no exceptions, deviations or differences.*\n",
      "\n",
      "---\n",
      "\n",
      "### TAB D: Signed Solicitation/Amendments/Representations and Certification Information  \n",
      "[To include:]  \n",
      "- Signed SF1449 with all required fill-ins.  \n",
      "- Completed Sections H2 (New Services) and H3 (Price Changes) with all fill-ins.  \n",
      "- Representations and Certifications as required by Section K and SAM database verification.  \n",
      "- Identification and Assertion of Use, Release, or Disclosure Restrictions per DFARS 252.227-7017.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB E: EEO Pre-Award Information  \n",
      "[To include:]  \n",
      "- Information on subcontractors receiving awards over $10 million IAW FAR 52.222-24.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB F: DD Form 254 Security Classification  \n",
      "[To include:]  \n",
      "- Affirmation of Facility Security Clearance (FSC) for prime and subcontractors.  \n",
      "- DD Form 254 for TO 001 as per Attachment J-7 with appropriate blocks completed at award.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB G: Proposal Team  \n",
      "[To include:]  \n",
      "- Table listing all proposal team members at all tiers, including company name, prime or subcontract tier, and parent company if applicable.  \n",
      "- Indication if proposing as a Joint Venture.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB H: Organizational Conflict of Interest (OCI) Response  \n",
      "[To include:]  \n",
      "- Completed OCI Analysis/Disclosure Form (Attachment L-7).  \n",
      "- If no OCI exists, completion of block 9 indicating no conflict.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB I: Licenses and Service Level Agreements and Addendum  \n",
      "[To include:]  \n",
      "- All License Agreements and SLAs applicable to proposed services, including third-party agreements.  \n",
      "- Executed Addendum to License Agreement as per Section H8, ensuring compliance with Federal law and Government needs.  \n",
      "- Confirmation that any conflicting terms in License Agreements or SLAs are superseded by the Addendum.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB J: PWS/SOO & Factor Matrix  \n",
      "[To include:]  \n",
      "- Cross-reference matrix mapping the proposed Performance Work Statement (PWS) to the Statement of Objectives (SOO) and CLIN structure.  \n",
      "- Mapping of PWS sections to Factors 2 through 6 as applicable.  \n",
      "- Inclusion of all Performance Requirements and Desired Capabilities from the SOO.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB K: Support Contractor Proposal Access Consent  \n",
      "[To include:]  \n",
      "- Letter granting or denying permission for designated contractor support personnel access to the proposal for administrative purposes.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume II – Factor 1: Gate Criteria  \n",
      "\n",
      "### TAB A: Sub-factor 1.1 Elastic Usage  \n",
      "[To include:]  \n",
      "- Summary report for January and February 2018 depicting Network, Compute, and Storage metrics for the Commercial Cloud Offering (CCO) usage relative to JEDI Cloud usage.  \n",
      "- Demonstration that JEDI Cloud unclassified usage is less than 50% of total CCO usage in each metric area.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Sub-factor 1.2 High Availability and Failover  \n",
      "[To include:]  \n",
      "- Documentation demonstrating at least three existing unclassified CCO data centers within the U.S. Customs Territory, each supporting FedRAMP Moderate “Authorized” IaaS and PaaS offerings.  \n",
      "- Evidence of geographic dispersion with minimum 150 miles separation.  \n",
      "- Table detailing globally distributed points of presence, number of connections, and bandwidth capacity.  \n",
      "- Listing and description of built-in data storage redundancy for online, nearline, and offline storage.  \n",
      "- Static document captures of web API documentation for resource utilization and service health event monitoring, including example code and URLs.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Sub-factor 1.3 Commerciality  \n",
      "[To include:]  \n",
      "- Revenue information for calendar year 2017 attributable to the CCO, including company names and customer type breakdown (U.S. Federal Government vs. non-U.S. Federal Government).  \n",
      "- Documentation demonstrating that U.S. Federal Government revenue is less than 50% of total CCO revenue.  \n",
      "- Documentation evidencing control over critical parts of JEDI Cloud IAW Section C4.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB D: Sub-factor 1.4 Offering Independence  \n",
      "[To include:]  \n",
      "- Detailed narrative demonstrating that proposed storage, compute, and network IaaS offerings are independent and do not require bundling with any particular PaaS or SaaS product.  \n",
      "- Explanation of any exempted services such as non-separately priced managed monitoring or logging services.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB E: Sub-factor 1.5 Automation  \n",
      "[To include:]  \n",
      "- Static document captures of API documentation demonstrating capabilities for:  \n",
      "  - Identity and access management (account creation, federated tokens, role assignment).  \n",
      "  - Provisioning of compute instances, object storage, relational databases, and load balancers.  \n",
      "  - Reading billing data for single and group accounts.  \n",
      "  - Reading service usage data for compute and database instances.  \n",
      "  - Reading automated compliance scan results for single and group accounts.  \n",
      "- Each document to include publicly accessible URLs and example code.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB F: Sub-factor 1.6 Commercial Cloud Offering Marketplace  \n",
      "[To include:]  \n",
      "- Three examples each of existing public catalog services for:  \n",
      "  - Platform offerings (e.g., container orchestration, code deployment).  \n",
      "  - Advanced data analytics tools (e.g., machine learning, AI).  \n",
      "  - Bring-your-own-license (BYOL) products.  \n",
      "  - Free and open source software offerings.  \n",
      "- Narrative describing end user procurement and deployment process via the online marketplace.  \n",
      "- Two silent demonstration videos showing:  \n",
      "  - Deployment of a third-party marketplace platform or enterprise software offering.  \n",
      "  - Deployment of a BYOL offering from a non-CCO provider.  \n",
      "- Videos to meet timing criteria (<5 minutes deployment time) and format requirements (MPEG4 or AVI).\n",
      "\n",
      "---\n",
      "\n",
      "### TAB G: Sub-factor 1.7 Data  \n",
      "[To include:]  \n",
      "- Self-certification and detailed technical explanations demonstrating:  \n",
      "  - Petabyte-scale storage and retrieval capabilities for online, nearline, and offline storage.  \n",
      "  - Object lifecycle management across storage tiers.  \n",
      "  - Nearline storage retrieval with first byte received within 30 seconds, supported by request/response logs.  \n",
      "  - Offline storage retrieval of 250 terabytes within 24 hours, accessible by cloud-deployed applications, supported by logs.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume III – Technical Proposal  \n",
      "\n",
      "### TAB A: Performance Work Statement (PWS)  \n",
      "[To include:]  \n",
      "- Detailed description of work to be performed aligned with Attachment L-1 JEDI Cloud SOO.  \n",
      "- Clear mapping of services to the CLIN structure.  \n",
      "- Inclusion of Table 5.1 and Table 5.2 from the SOO verbatim.  \n",
      "- Integration of the JEDI Cloud Cyber Security Plan (Attachment J-6) as required.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Factor 2 – Logical Isolation and Secure Data Transfer  \n",
      "[To include:]  \n",
      "- Proposed approach for secure data transfer using a Transfer Cross Domain Solution consistent with 2018 Raise the Bar CDS requirements.  \n",
      "- Description of how the solution:  \n",
      "  - Enables controlled data transfer between isolated enclaves.  \n",
      "  - Provides secure one-way data transfer across classification levels and external destinations.  \n",
      "  - Protects against cyber threats and covert channels.  \n",
      "  - Enforces technical policies with role-based approvals and overrides.  \n",
      "  - Implements RBAC for administrative separation.  \n",
      "  - Provides local and remote monitoring and anomaly response.  \n",
      "- Logical isolation architecture for unclassified and classified environments including:  \n",
      "  - Data encryption at rest and in transit with up to two layers of NSA-approved encryption per CNSSP 15.  \n",
      "  - Hypervisor management console security, encrypted communications, logging, and RBAC.  \n",
      "  - Boundary protections such as virtual firewalls and switches.  \n",
      "  - Intrusion detection and prevention systems.  \n",
      "  - Controlled cross-tenant communications via multi-tenant peering gateways.  \n",
      "  - User-configurable secure network fabrics.  \n",
      "  - Immutable logging and encryption key management options.  \n",
      "- Approach to classified processing at multiple classification levels, including MLS CDS or physical separation and cross-domain querying tools.  \n",
      "- Technical approach addressing Price Scenario 3(c).\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Factor 3 – Tactical Edge  \n",
      "[To include:]  \n",
      "- Overarching approach to tactical edge compute and storage balancing portability and capability across military operations.  \n",
      "- For each tactical edge device:  \n",
      "  - Compute capacity for connected and disconnected environments.  \n",
      "  - Support for containerized applications and data analytics.  \n",
      "  - Storage capacity for various data types in connected and disconnected states.  \n",
      "  - Automated bidirectional synchronization with cloud environments, including bandwidth and connection type considerations.  \n",
      "  - Electromagnetic emanation quantification and control.  \n",
      "  - Compliance with physical and logical separation per JEDI Cloud Cyber Security Plan.  \n",
      "  - Environmental tolerances per MIL-STD-810G Basic Hot and Cold cycles.  \n",
      "  - Weight and physical dimensions.  \n",
      "- At least one offering in each category:  \n",
      "  - Category One: Ruggedized, portable compute and storage devices with rapid deployment and power options.  \n",
      "  - Category Two: Static, modular, rapidly deployable data centers suitable for OCONUS and government platforms.  \n",
      "- Technical approach addressing Price Scenarios 2(a), 3(a), and 5(a).\n",
      "\n",
      "---\n",
      "\n",
      "### TAB D: Factor 4 – Information Security and Access Controls  \n",
      "[To include:]  \n",
      "- Approach to patching and vulnerability management with enforcement controls based on criticality.  \n",
      "- Supply chain risk management for hardware and software components.  \n",
      "- Auditability of physical and logical isolation of hosted services.  \n",
      "- Automated breach identification, mitigation, isolation, and reporting processes.  \n",
      "- Self-service tools for data spill prevention, remediation, and media purging.  \n",
      "- Data erasure capabilities in unclassified and classified environments.  \n",
      "- Access to threat detection data, notification configurations, and raw log delivery to Government.  \n",
      "- Process for rapid and secure onboarding of new marketplace services with examples.  \n",
      "- Access control approach including:  \n",
      "  - Management of technical policies across accounts.  \n",
      "  - Granular RBAC configuration and permission assignment.  \n",
      "  - Object and resource tagging for billing and access control.  \n",
      "  - Token-based, time-limited federated authentication and role assumption.  \n",
      "  - Availability of access control capabilities via web interface, CLI, and API.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB E: Factor 5 – Application and Data Hosting and Portability  \n",
      "[To include:]  \n",
      "- Approach to application and data hosting including:  \n",
      "  - Rapid provisioning of virtual machines and database servers from approved configurations.  \n",
      "  - Container-based application hosting and orchestration.  \n",
      "  - Serverless code function hosting.  \n",
      "  - Dynamic workload management and orchestration based on policies and events.  \n",
      "- Approach to application and data portability including:  \n",
      "  - Exporting data and object storage with schemas for single, multiple, and all accounts.  \n",
      "  - Exporting system configurations including networking, routing, load balancing, and OS settings.  \n",
      "  - Interoperability and ease of use in export mechanisms.  \n",
      "- Technical approach addressing Price Scenarios 1, 4, and 6.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB F: Factor 6 – Management and TO 001  \n",
      "[To include:]  \n",
      "- Program management approach aligned with Section C2 and TO 001 PWS.  \n",
      "- Organizational structure, personnel, processes, and tools to manage contract activities.  \n",
      "- Communication and coordination approach with the Cloud Computing Program Office (CCPO).  \n",
      "- Issue remediation processes for performance, subcontractor, and security incidents.  \n",
      "- Risk management process emphasizing preemptive mitigation, especially for tactical edge and security.  \n",
      "- Proposed Quality Assurance Surveillance Plan (QASP) describing surveillance methods to meet performance metrics throughout contract duration.  \n",
      "- Property management system and practices for Government Furnished Property (GFP) protection, security, and reporting per FAR and DFARS clauses.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume IV – Factor 7: Small Business Participation Approach  \n",
      "[To be submitted after competitive range determination.]  \n",
      "[To include:]  \n",
      "- Completed Attachment J-10 Small Business Participation Commitment Document with proposed small business participation goals for CLIN x003.  \n",
      "- Documentation evidencing commitments with small business concerns (SBCs), including binding letters, joint ventures, or mentor-protégé agreements.  \n",
      "- Identification of subcontractors by name, address, business type, NAICS code, and scope of work.  \n",
      "- Evidence of historical performance meeting small business goals or plans to achieve goals if not previously met.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume V – Factor 8: Demonstration  \n",
      "[To be submitted after competitive range determination.]  \n",
      "[To include:]  \n",
      "- Demonstrations of scenarios using proposed approaches for Factors 1 through 6.  \n",
      "- Access to all materials produced during demonstrations for evaluation.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume VI – Factor 9: Price  \n",
      "\n",
      "### TAB A: Price Narrative  \n",
      "[To include:]  \n",
      "- Overarching summary of pricing proposal consistent with technical volumes and RFP Section B pricing.  \n",
      "- Explanation supporting price reasonableness and completeness.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB B: Price Information and Supporting Data for Attachment L-2 Price Scenarios  \n",
      "[To include:]  \n",
      "- Priced and Unpriced Basis of Estimates (BOEs) for each price scenario with ground rules, assumptions, and technical solution descriptions.  \n",
      "- Price build-up using Attachment L-5 template capturing unit prices and quantities.  \n",
      "- All BOEs with intact formulas and editable cells, no external links.\n",
      "\n",
      "---\n",
      "\n",
      "### TAB C: Price Information and Supporting Data for all CLINs  \n",
      "[To include:]  \n",
      "- Separate priced catalogs for CLINs x001, x002, x003, and x004 for base and option periods in PDF and Excel formats.  \n",
      "- Catalogs to include item number, description, category, commercial catalog price, and proposed price.  \n",
      "- Firm-fixed price offerings for Cloud Support Packages (no time-and-materials or labor-hour pricing).  \n",
      "- Pricing for Portability Plan (CLIN x005), Portability Test (CLIN x006), and CCPO PM Support (CLIN x007) per Table L-2 with unit prices and quantities.  \n",
      "- Identification of all discounts, premiums, and fees in a separate PDF to be Attachment J-3.  \n",
      "- Compliance with Sections H2 and H3 regarding price changes and new services.  \n",
      "- Use of most favored customer discounts encouraged.\n",
      "\n",
      "---\n",
      "\n",
      "## Volume VII – Small Business Subcontracting Plan  \n",
      "[To be submitted after competitive range determination.]  \n",
      "[To include:]  \n",
      "- Detailed approach to achieving and maintaining small business goals per Attachment J-10.  \n",
      "- Identification of all subcontractors with business type, services, NAICS code, and complexity.  \n",
      "- Evidence of past performance meeting small business goals or corrective plans if not met.  \n",
      "- Binding letters of commitment or equivalent evidence of ability to meet goals.\n",
      "\n",
      "---\n",
      "\n",
      "# Summary  \n",
      "This proposal submission addresses all requirements of RFP HQ0034-18-R-0077 for the JEDI Cloud ID/IQ contract. The Offeror demonstrates compliance with all solicitation instructions, provides detailed technical and management approaches, and submits comprehensive pricing consistent with the RFP. The proposal ensures alignment with Government needs for security, performance, scalability, and small business participation, and includes all required documentation and certifications.\n"
     ]
    }
   ],
   "source": [
    "handler = workflow.run(rfp_template_path=str(Path(data_dir) / \"jedi_cloud_rfp.pdf\"))\n",
    "async for event in handler.stream_events():\n",
    "    if isinstance(event, LogEvent):\n",
    "        if event.delta:\n",
    "            print(event.msg, end=\"\")\n",
    "        else:\n",
    "            print(event.msg)\n",
    "\n",
    "response = await handler\n",
    "print(str(response))"
   ]
  }
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